August 2018
Intermediate to advanced
272 pages
7h 2m
English
book
Hands-On Convolutional Neural Networks with TensorFlow
by Iffat Zafar, Giounona Tzanidou, Richard Burton, Nimesh Patel, Leonardo Araujo
Content preview from Hands-On Convolutional Neural Networks with TensorFlow
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More about MobileNets
MobileNets has some of the best accuracy, speed, and parameter ratios for any neural network design.
However, currently there is no good (fast) implementation of depthwise convolutions for running on a GPU; as a result, training will likely be slower than using a normal convolution operation. However, where this network really shines at the moment is in small CPU designs, where the increased efficiency is more visible.
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I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.